4results about How to "Stable service" patented technology

This application discloses a method, system, device, medium, and product for scaling up distributed model services, relating to the field of big data processing. The method includes collecting a basic dataset of service metrics, analyzing inter-service call relationships to construct service groups and quantifying the independence of entry services, calculating request pressure values ​​and total resource utilization by combining historical resources and business data, predicting scaling trends and determining adjustment methods, and executing scaling based on independence and adjustment methods. Through multi-dimensional metric fusion and service topology relationship analysis, service priorities are clarified, avoiding decision-making biases based on single metrics. This solves the problems of blind scaling decisions and the inability to balance service stability and resource utilization in related technologies, achieving the technical effects of improving scaling accuracy, ensuring service stability, and enhancing resource utilization efficiency.

The application discloses an antioxidant composite ceramic aerogel and a preparation method thereof, and belongs to the technical field of composite ceramic aerogels.The main body of the antioxidant composite ceramic aerogel is a silicon nitride aerogel, the nanostructure of the silicon nitride aerogel is one of one-dimensional silicon nitride nanowires and two-dimensional silicon nitride nanobands or a combination of the two nanostructures, and a mullite coating and a copper-nickel metal coating are sequentially coated on the nanostructure of the silicon nitride aerogel from inside to outside.The application can solve the technical problem that the prior art cannot prepare silicon nitride ceramic aerogels which can stably serve in a high-temperature oxygen environment at low cost and in batches.

This invention discloses a heterogeneous hybrid expert large model architecture and alignment method for high-concurrency online medical dialogue. First, the method proposes a dual-pool heterogeneous routing strategy of "4 general experts + 2 departmental experts." Through physically isolated parallel routing channels, it forces the model to simultaneously activate general language capabilities and specialized medical reasoning when processing input, fundamentally ensuring the focus and professionalism of responses. Second, it adopts a structural evolution strategy based on parameter expansion and selective freezing. By completely freezing the pre-trained basic parameters and training only newly added departmental experts, it completely eliminates catastrophic forgetting. Finally, in the model alignment stage, it employs the Group Relative Policy Optimization (GRPO) algorithm for valueless models to reduce memory overhead and designs a dual-track hybrid reward function combining low-level semantic similarity rewards and high-level structured large model referee scoring, effectively solving the "reward hacking" problem and guiding the model to generate refined responses that combine clinical accuracy and humanized interaction. This invention significantly improves the performance of medical dialogue systems. Its sparse activation and parameter freezing characteristics further ensure low latency and high throughput in online high-concurrency scenarios, providing a complete solution for the deployment of reliable medical dialogue systems.

The utility model discloses an isolation device for wild plant protection belongs to plant protection technical field, and this isolation device includes two support columns, and the support column one side fixed mounting is a plurality of half ring board, and the half ring board inner wall fixed mounting is the protective net, and the both ends of half ring board are fixedly installed the vertical board jointly, and the vertical board on two support columns is mutually jointed, and the support column one side is provided with the sliding slot, and the sliding slot inner wall fixed mounting is the baffle, and the baffle with sliding slot inner wall bottom end between rotation installation first screw rod, and the sliding block is screwed on first screw rod, and the sliding block one side articulated support rod, and the sliding slot inside bottom end rotation installation pressure -resistant board, and the support rod other end with pressure -resistant board one side articulated, and this device is fixed stable, and the assembly is convenient, and the compression resistance is strong, and the dustproof board protection part can be long -term stable protection wild plant, and satisfies the protection demand.